arXiv:2503.08596cs.CV2025-03被引 2

为X光成像设计首个物理驱动的3D表示,减少辐射暴露风险

X-Field: A Physically Grounded Representation for 3D X-ray Reconstruction

  • 基于材料能量吸收率构建3D表示,模拟X光穿透特性
  • 用带不同衰减系数的椭球建模内部结构,提升重建精度
  • 适合医学影像重建、低剂量CT生成等临床应用

X射线成像在医疗诊断中不可或缺,但因潜在健康风险而受严格管控。为降低辐射暴露,当前研究聚焦于从稀疏输入生成新视角或重建计算机断层扫描(CT)体积,借鉴了面向可见光成像的3D重建表示。然而,这些方法侧重反射与散射效应,忽视了X射线的穿透与衰减特性。本文提出X-Field,首个专为X射线成像设计的3D表示,基于不同材料的能量吸收率。为准确建模内部结构中的多种材料,采用具有不同衰减系数的3D椭球;并设计高效路径分割算法,处理复杂椭球交集。进一步提出混合渐进初始化以优化几何精度,并引入基于材料的优化策略,增强材料边界处的拟合效果。实验表明,X-Field在真实人体器官和合成物体数据集上均实现更优视觉保真度,在X射线新视角生成与CT重建任务中超越现有最佳方法。

原文摘要 · Abstract (English)

X-ray imaging is indispensable in medical diagnostics, yet its use is tightly regulated due to potential health risks. To mitigate radiation exposure, recent research focuses on generating novel views from sparse inputs and reconstructing Computed Tomography (CT) volumes, borrowing representations from the 3D reconstruction area. However, these representations originally target visible light imaging that emphasizes reflection and scattering effects, while neglecting penetration and attenuation properties of X-ray imaging. In this paper, we introduce X-Field, the first 3D representation specifically designed for X-ray imaging, rooted in the energy absorption rates across different materials. To accurately model diverse materials within internal structures, we employ 3D ellipsoids with distinct attenuation coefficients. To estimate each material's energy absorption of X-rays, we devise an efficient path partitioning algorithm accounting for complex ellipsoid intersections. We further propose hybrid progressive initialization to refine the geometric accuracy of X-Filed and incorporate material-based optimization to enhance model fitting along material boundaries. Experiments show that X-Field achieves superior visual fidelity on both real-world human organ and synthetic object datasets, outperforming state-of-the-art methods in X-ray Novel View Synthesis and CT Reconstruction.

3D重建X光成像医学影像物理模型

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